{"id":"W1947327933","doi":"10.1089/lap.2015.0059","title":"Getting Started with Minimally Invasive Pancreaticoduodenectomy: Is It Worth It?","year":2015,"lang":"en","type":"article","venue":"Journal of Laparoendoscopic & Advanced Surgical Techniques","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Pancreaticoduodenectomy; Surgery; Perioperative; Complication","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008727071,0.0003155189,0.001556165,0.000303839,0.00008546942,0.00003567043,0.0002680096,0.0001636777,0.0003015205],"category_scores_gemma":[0.0008684305,0.0002100757,0.0001886988,0.0004100616,0.0002860151,0.0003207994,0.0000797565,0.0008098509,0.0000149962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003328692,"about_ca_system_score_gemma":0.001494816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002138273,"about_ca_topic_score_gemma":0.00002173353,"domain_scores_codex":[0.9968485,0.0002159052,0.001013533,0.0003166066,0.001028137,0.0005773462],"domain_scores_gemma":[0.9963545,0.0007490646,0.0006139707,0.0003782173,0.001201576,0.0007026913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02568322,0.0024268,0.8085404,0.0008348885,0.002458097,0.02980309,0.00482288,0.00001877307,0.03649441,0.0003941721,0.0552535,0.03326979],"study_design_scores_gemma":[0.05641548,0.06237167,0.02856931,0.01536011,0.003158043,0.02760531,0.01080691,0.0002953686,0.3158342,0.005162531,0.4722823,0.00213879],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969789,0.001150088,0.0008587796,0.00874071,0.00007360186,0.0006710927,0.00000622927,0.00009339747,0.01861705],"genre_scores_gemma":[0.8185046,0.002399718,0.1736389,0.002083829,0.0004168047,0.00006233808,0.000008173356,0.00005483163,0.002830785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7799711,"threshold_uncertainty_score":0.856664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04938204150907543,"score_gpt":0.3672362565324883,"score_spread":0.3178542150234128,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}